{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# All the imports, etc.... this would be a good one to fold up, if I knew how...\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "from base64 import b64encode\n",
    "import copy\n",
    "from datetime import datetime\n",
    "import getopt\n",
    "import logging\n",
    "import os\n",
    "import sys\n",
    "\n",
    "# standard numeric/scientific libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy as sp\n",
    "import scipy.signal as sps\n",
    "import scipy.fftpack as fftpack \n",
    "\n",
    "# plotting\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "try:\n",
    "    # I use dark mode in my notebooks, this makes the plots match :)\n",
    "    from jupyterthemes import jtplot\n",
    "    jtplot.style(theme='monokai', context='notebook', ticks=True, grid=False)    \n",
    "except:\n",
    "    pass\n",
    "\n",
    "# image display\n",
    "from PIL import Image\n",
    "import IPython.display \n",
    "from IPython.display import HTML\n",
    "\n",
    "# Add lddecode core modules to path\n",
    "module_path = os.path.abspath(os.path.join('../lddecode'))\n",
    "if module_path not in sys.path:\n",
    "    sys.path.insert(0, module_path)\n",
    "\n",
    "module_path = os.path.abspath(os.path.join('..'))\n",
    "if module_path not in sys.path:\n",
    "    sys.path.insert(0, module_path)\n",
    "    \n",
    "import lddecode.utils as utils\n",
    "#from lddecode.utils import *\n",
    "from lddecode.utils_logging import *\n",
    "from lddecode.utils_plotting import *\n",
    "import lddecode.core as core"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`\n",
    "ffmpeg -hide_banner -loglevel error -y -i \"$path\" -f s16le -c:a pcm_s16le - |\n",
    "  sox -r 40000000 -b 16 -c 1 -e signed -t raw - -b 8 -r 46080000 -e unsigned -c 1 -t raw - sinc -n 500 2600000-3160000 |\n",
    "  cmake-build-debug/demodulate/ac3_demodulate - - |\n",
    "  cmake-build-debug/decode/ac3_decode - \"$path.ac3\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Commands used:\n",
    "\n",
    "./ld-decode ~/Downloads/test.ldf test --AC3 --RF_TBC # ac3test.ldf on gdrive, ~36dB decode\n",
    "\n",
    "ld-cut test.tbc.ldf test.tbc.rfs16\n",
    "#ffmpeg -hide_banner -loglevel error -y -i test.tbc.ldf -f s16le -c:a pcm_s16le -| sox -r 40000000 -b 16 -c 1 -e signed -t raw - -b 8 -r 46080000 -e unsigned -c 1 -t raw - sinc -n 500 2600000-3160000 > testtbc.s8\n",
    "cat test.tbc.rfs16 | sox -r 40000000 -b 16 -c 1 -e signed -t raw - -b 8 -r 46080000 -e unsigned -c 1 -t raw - sinc -n 500 2600000-3160000 > test.tbc.s8\n",
    "#cat test.tbc.s8 | ac3_demodulate - - | ac3_decode - test.tbc.ac3\n",
    "cat test.tbc.s8 | ld-ac3-demodulate - - | ld-ac3-decode - testn.tbc.ac3\n",
    "\n",
    "new filter:\n",
    "\n",
    "(run this notebook)\n",
    "\n",
    "cpage@jackal:~/ld-decode/ac3-pass1a$ cat test.filt | sox -r 40000000 -b 8 -c 1 -e signed -t raw - -b 8 -r 46080000 -e\n",
    " unsigned -c 1 -t raw - > test.filt.s8                                                                               \n",
    "sox WARN rate: rate clipped 1282 samples; decrease volume?                                                           \n",
    "sox WARN dither: dither clipped 1160 samples; decrease volume?\n",
    "\n",
    "cpage@jackal:~/ld-decode/ac3-pass1a$ cat test.filt.s8 | ld-ac3-demodulate - - | ld-ac3-decode - testn.tbc.ac3\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../test.tbc.s8', 'rb') as fd:\n",
    "    raw_sox = fd.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2305258684"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(raw_sox)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sox = np.frombuffer(raw_sox, dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.14787884382264"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(sox)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#proc = subprocess.Popen(['ld-ldf-reader', '../ac3t1a.tbc.ldf'], stdin=subprocess.PIPE, stdout=subprocess.PIPE)\n",
    "#raw_tbcrf = proc.stdout.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../test.tbc.rfs16', 'rb') as fd:\n",
    "    raw_tbcrf = fd.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "tbcrf = np.frombuffer(raw_tbcrf, dtype=np.int16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2001092608"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tbcrf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">-10db crossing at  2.490234375\n",
      ">-3db crossing at  2.666015625\n",
      "peak at  2.880859375 -1.4967885347139842e-05\n",
      "<-3db crossing at  3.10546875\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build an FIR filter for each channel's RF\n",
    "freq_hz_half = 20000000\n",
    "center_freq = 2880000\n",
    "apass = 288000\n",
    "blocklen = 65536\n",
    "\n",
    "ac3_filt = sps.firwin(161,\n",
    "            [\n",
    "                (center_freq - apass) / freq_hz_half,\n",
    "                (center_freq + apass) / freq_hz_half,\n",
    "            ], \n",
    "            pass_zero=False)\n",
    "\n",
    "\n",
    "ac3_fir = utils.filtfft([ac3_filt, 1.0], blocklen)\n",
    "\n",
    "plotfilter(ac3_filt, [1.0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "fftp = utils.StridedCollector(cut_begin=1536, cut_end=512)\n",
    "fftp.add(tbcrf)\n",
    "\n",
    "output = []\n",
    "\n",
    "pdata = fftp.get_block()\n",
    "while pdata is not None:\n",
    "    #print(len(pdata))\n",
    "    fdata = np.fft.fft(pdata)\n",
    "    odata = fftp.cut(np.fft.ifft(fdata * ac3_fir).real)\n",
    "    odata = np.int8(odata / 16)\n",
    "    output.append(odata)\n",
    "    \n",
    "    pdata = fftp.get_block()\n",
    "    \n",
    "    #break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "ofd = open('test.filt', 'wb')\n",
    "for o in output:\n",
    "    ofd.write(o)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc43c54e130>]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.plot(pdata[0:1000])\n",
    "plt.plot(odata[:400])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc43d551d30>]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(sox[0:1100])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
